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Merge branch 'master' of github.com:h2oai/h2o
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tomasnykodym committed Apr 17, 2015
2 parents fcb8e43 + 103b4d0 commit 18748e9
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3 changes: 3 additions & 0 deletions R/tests/testdir_jira/runit_hex_2020_LR_beta_constraints.R
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Expand Up @@ -45,7 +45,10 @@ test.LR.betaConstraints <- function(conn) {
upper_bound = -0.002
beta_age$lower_bounds = lower_bound
beta_age$upper_bounds = upper_bound
nrow_prior = nrow(prostate.hex)
lr_negativeUpper.h2o = h2o.glm(x = "AGE", y = "CAPSULE", data = prostate.hex, family = family_type, alpha = 0, beta_constraints = beta_age, standardize = T)
nrow_after = nrow(prostate.hex)
if(!nrow_prior == nrow_after) stop("H2OParsedData object is being overwritten.")

Log.info("Shift AGE column to reflect negative upperbound...")
xDataFrame = data.frame(AGE = prostate.csv[,"AGE"]*(1+upper_bound), Intercept = intercept)
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4 changes: 2 additions & 2 deletions h2o-docs/source/conf.py
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Expand Up @@ -56,7 +56,7 @@

# General information about the project.
project = u'H2O Documentation'
copyright = u'2013, 0xdata, Inc'
copyright = u'2015, H2O.ai'

# The version info for the project you're documenting, acts as replacement for
# |version| and |release|, also used in various other places throughout the
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epub_title = u'h2o'
epub_author = u'H2O Open Source Team'
epub_publisher = u'H2O Open Source Team'
epub_copyright = u'2013, H2O Open Source Team'
epub_copyright = u'2015, H2O Open Source Team'

# The language of the text. It defaults to the language option
# or en if the language is not set.
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13 changes: 8 additions & 5 deletions h2o-docs/source/datascience/deeplearning.rst
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Expand Up @@ -528,13 +528,16 @@ References

Feature Importance http://www.ncbi.nlm.nih.gov/pubmed/9327276

Deep Learning Vignette http://h2o.gitbooks.io/h2o-deep-learning/
Deep Learning Vignette https://leanpub.com/deeplearning

Deep Learning Training http://learn.h2o.ai/content/hands-on_training/deep_learning.html

Niu, Feng, et al. "Hogwild!: A lock-free approach to parallelizing
stochastic gradient descent." Advances in Neural Information
Processing Systems 24 (2011): 693-701. (algorithm implemented is on p.5)
https://papers.nips.cc/paper/4390-hogwild-a-lock-free-approach-to-parallelizing-stochastic-gradient-descent.pdf
Slideshare slide decks http://www.slideshare.net/0xdata/presentations?order=latest

Youtube channel https://www.youtube.com/user/0xdata

The Definitive Performance Tuning Guide for H2O Deep Learning http://h2o.ai/blog/2015/02/deep-learning-performance/

Niu, Feng, et al. "Hogwild!: A lock-free approach to parallelizing stochastic gradient descent." Advances in Neural Information Processing Systems 24 (2011): 693-701. (algorithm implemented is on p.5) https://papers.nips.cc/paper/4390-hogwild-a-lock-free-approach-to-parallelizing-stochastic-gradient-descent.pdf

""""""

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